{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "45b3bc29-dc25-4bc8-a865-5cc537430b78",
   "metadata": {},
   "source": [
    "# Implied Volatility and Volatility Models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bfc0241-b312-45cd-b1b6-cfecab9ad85e",
   "metadata": {},
   "source": [
    "# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d0d0add-ff03-4c37-af3c-3942c8adc582",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Load the Libs we need"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4b0d19b3-7892-470c-8051-b3460605ed1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import Lib\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import pytz\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import yfinance as yf\n",
    "import numpy as np\n",
    "import scipy.stats as si\n",
    "import math\n",
    "import networkx as nx\n",
    "\n",
    "# import module\n",
    "from datetime import datetime, timezone\n",
    "from datetime import date, time\n",
    "from math import trunc\n",
    "from dateutil.parser import parse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eda82ef5-548f-47be-b6db-75643cce3509",
   "metadata": {},
   "source": [
    "## Overview of Volatility Models illustration"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eae75e1-3b9a-48dc-b1d6-b70b80f5848e",
   "metadata": {},
   "source": [
    "### Black-Scholes Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f7cf6ef-3f25-444d-9f99-e5da56c52f25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Black-Scholes price for the European call option is: $6.64\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "\n",
    "# Define the parameters\n",
    "S = 145  # Current stock price\n",
    "K = 150  # Strike price\n",
    "r = 0.02  # Risk-free interest rate\n",
    "sigma = 0.20  # Volatility\n",
    "T = 0.5  # Time to expiration in years\n",
    "\n",
    "# Calculate d1 and d2\n",
    "d1 = (np.log(S / K) + (r + 0.5 * sigma ** 2) * T) / (sigma * np.sqrt(T))\n",
    "d2 = d1 - sigma * np.sqrt(T)\n",
    "\n",
    "# Calculate call price\n",
    "call_price = S * norm.cdf(d1) - K * np.exp(-r * T) * norm.cdf(d2)\n",
    "print(f'The Black-Scholes price for the European call option is: ${call_price:.2f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ae7dfd0-a76b-4bee-a662-321a5abb40ba",
   "metadata": {},
   "source": [
    "### Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "76a13509-0746-4d16-9bdf-c115d12486ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "Iteration:      1,   Func. Count:      6,   Neg. LLF: 622672773.416352\n",
      "Iteration:      2,   Func. Count:     18,   Neg. LLF: 15772719.973315518\n",
      "Iteration:      3,   Func. Count:     30,   Neg. LLF: 14610445.528316265\n",
      "Optimization terminated successfully    (Exit mode 0)\n",
      "            Current function value: -2198.8673911072524\n",
      "            Iterations: 4\n",
      "            Function evaluations: 40\n",
      "            Gradient evaluations: 3\n",
      "                     Constant Mean - GARCH Model Results                      \n",
      "==============================================================================\n",
      "Dep. Variable:                returns   R-squared:                       0.000\n",
      "Mean Model:             Constant Mean   Adj. R-squared:                  0.000\n",
      "Vol Model:                      GARCH   Log-Likelihood:                2198.87\n",
      "Distribution:                  Normal   AIC:                          -4389.73\n",
      "Method:            Maximum Likelihood   BIC:                          -4370.62\n",
      "                                        No. Observations:                  879\n",
      "Date:                Wed, Jul 05 2023   Df Residuals:                      878\n",
      "Time:                        18:11:25   Df Model:                            1\n",
      "                                 Mean Model                                 \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "mu         2.2334e-03  6.808e-04      3.280  1.036e-03 [8.990e-04,3.568e-03]\n",
      "                              Volatility Model                              \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "omega      9.8161e-06  9.814e-12  1.000e+06      0.000 [9.816e-06,9.816e-06]\n",
      "alpha[1]       0.1000  2.384e-02      4.195  2.730e-05   [5.328e-02,  0.147]\n",
      "beta[1]        0.8800  1.929e-02     45.608      0.000     [  0.842,  0.918]\n",
      "============================================================================\n",
      "\n",
      "Covariance estimator: robust\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mbettaiebcapbonconsu\\anaconda3\\envs\\myenv\\lib\\site-packages\\arch\\univariate\\base.py:311: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
      "estimating the model parameters. The scale of y is 0.0004907. Parameter\n",
      "estimation work better when this value is between 1 and 1000. The recommended\n",
      "rescaling is 100 * y.\n",
      "\n",
      "This warning can be disabled by either rescaling y before initializing the\n",
      "model or by setting rescale=False.\n",
      "\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import yfinance as yf\n",
    "import pandas as pd\n",
    "from arch import arch_model\n",
    "\n",
    "# Download historical data for desired ticker symbol\n",
    "ticker = 'AAPL'\n",
    "data = yf.download(ticker, start=\"2020-01-01\", end=\"2023-07-01\")\n",
    "\n",
    "# Calculate daily returns\n",
    "data['returns'] = data['Close'].pct_change().dropna()\n",
    "\n",
    "# Define the GARCH model\n",
    "model = arch_model(data['returns'].dropna(), vol='Garch', p=1, q=1)\n",
    "\n",
    "# Fit the model\n",
    "results = model.fit()\n",
    "\n",
    "# Print out the summary information on the fit and the model\n",
    "print(results.summary())\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2375484e-6182-4663-a027-18ff3567c70d",
   "metadata": {},
   "source": [
    "### Stochastic Volatility Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da7bfcba-0144-4a68-9200-e0b09e72a6ca",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5f2f3306-46a5-45a1-b20d-1865650e3c55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARN: Could not locate executable g77\n",
      "WARN: Could not locate executable f77\n",
      "WARN: Could not locate executable ifort\n",
      "WARN: Could not locate executable ifl\n",
      "WARN: Could not locate executable f90\n",
      "WARN: Could not locate executable DF\n",
      "WARN: Could not locate executable efl\n",
      "WARN: Could not locate executable gfortran\n",
      "WARN: Could not locate executable f95\n",
      "WARN: Could not locate executable g95\n",
      "WARN: Could not locate executable efort\n",
      "WARN: Could not locate executable efc\n",
      "WARN: Could not locate executable flang\n",
      "WARN: don't know how to compile Fortran code on platform 'nt'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n",
      "WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n",
      "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n",
      "C:\\Users\\mbettaiebcapbonconsu\\anaconda3\\envs\\myenv\\lib\\site-packages\\deprecat\\classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
      "  return wrapped_(*args_, **kwargs_)\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "C:\\Users\\mbettaiebcapbonconsu\\anaconda3\\envs\\myenv\\lib\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: divide by zero encountered in log\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "C:\\Users\\mbettaiebcapbonconsu\\anaconda3\\envs\\myenv\\lib\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: invalid value encountered in multiply\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [s, nu, sigma]\n"
     ]
    },
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       "      <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [6000/6000 2:47:02&lt;00:00 Sampling 4 chains, 0 divergences]\n",
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     "text": [
      "Sampling 4 chains for 1_000 tune and 500 draw iterations (4_000 + 2_000 draws total) took 10035 seconds.\n",
      "The acceptance probability does not match the target. It is 0.6570786377854854, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.03551770376621181, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n",
      "C:\\Users\\mbettaiebcapbonconsu\\AppData\\Local\\Temp\\ipykernel_16244\\3187761711.py:30: DeprecationWarning: The function `traceplot` from PyMC3 is just an alias for `plot_trace` from ArviZ. Please switch to `pymc3.plot_trace` or `arviz.plot_trace`.\n",
      "  pm.traceplot(trace, var_names=['sigma', 'nu'])\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\mbettaiebcapbonconsu\\anaconda3\\envs\\myenv\\lib\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n"
     ]
    },
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       "array([[<Axes: title={'center': 'sigma'}>,\n",
       "        <Axes: title={'center': 'sigma'}>],\n",
       "       [<Axes: title={'center': 'nu'}>, <Axes: title={'center': 'nu'}>]],\n",
       "      dtype=object)"
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\n",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\" Too Long to run\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "import theano\n",
    "\n",
    "# Set Theano configuration\n",
    "theano.config.cxx = \"\"\n",
    "\n",
    "# Set a seed for reproducibility\n",
    "np.random.seed(123)\n",
    "\n",
    "# Create a pandas series of 100 random values\n",
    "returns = pd.Series(np.random.randn(100))\n",
    "\n",
    "# Define the model\n",
    "model = pm.Model()\n",
    "\n",
    "with model:\n",
    "    sigma = pm.Exponential('sigma', 1. / .02, testval=.1)\n",
    "    nu = pm.Exponential('nu', 1. / 10)\n",
    "    s = pm.GaussianRandomWalk('s', sd=sigma, shape=len(returns))\n",
    "    volatility_process = pm.Deterministic('volatility_process', pm.math.exp(-2 * s))\n",
    "    r = pm.StudentT('r', nu=nu, sd=volatility_process, observed=returns)\n",
    "\n",
    "# Sample from the model\n",
    "with model:\n",
    "    trace = pm.sample(500)  # Now drawing 500 samples instead of 2000\n",
    "\n",
    "# Plot the results\n",
    "pm.traceplot(trace, var_names=['sigma', 'nu'])\n",
    "\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1699027-b056-45f1-8cb3-988c5a07828e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0da8b1e-9832-4cb8-b233-d2adbf174039",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "650e8ad2-53ec-49e7-91c5-fec9d1a5c2ce",
   "metadata": {},
   "source": [
    "## Calculating Implied Volatility Using Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "818ac522-53c4-45a6-84c1-4fc15c631729",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.optimize import brentq\n",
    "from scipy.stats import norm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Define the Black-Scholes price calculation\n",
    "def black_scholes_price(S, K, T, r, sigma, option_type='call'):\n",
    "    d1 = (np.log(S / K) + (r + 0.5 * sigma ** 2) * T) / (sigma * np.sqrt(T))\n",
    "    d2 = d1 - sigma * np.sqrt(T)\n",
    "    if option_type == 'call':\n",
    "        price = (S * norm.cdf(d1, 0.0, 1.0) - K * np.exp(-r * T) * norm.cdf(d2, 0.0, 1.0))\n",
    "    elif option_type == 'put':\n",
    "        price = (K * np.exp(-r * T) * norm.cdf(-d2, 0.0, 1.0) - S * norm.cdf(-d1, 0.0, 1.0))\n",
    "    return price\n",
    "\n",
    "# Constants for Black-Scholes price calculation\n",
    "spot_price = 100  # current price of the underlying asset\n",
    "T = 30 / 365  # time to expiry in years\n",
    "risk_free_rate = 0.01  # risk-free interest rate\n",
    "\n",
    "# Range of strike prices\n",
    "strike_prices = np.linspace(90, 110, 11)  # 11 points between 90 and 110\n",
    "\n",
    "# A skewed implied volatility function that is convex and asymmetric\n",
    "def skewed_volatility(K):\n",
    "    if K < spot_price:\n",
    "        return 0.2 + ((spot_price - K) / 50) ** 2\n",
    "    else:\n",
    "        return 0.2 + ((K - spot_price) / 100) ** 2\n",
    "\n",
    "# Synthetic market prices\n",
    "market_prices = [black_scholes_price(spot_price, K, T, risk_free_rate, skewed_volatility(K), 'call') for K in strike_prices]\n",
    "\n",
    "# Dataframe for our synthetic options\n",
    "options_df = pd.DataFrame({'strike': strike_prices, 'market_price': market_prices})\n",
    "\n",
    "# Define the implied volatility calculation\n",
    "def implied_volatility(market_price, S, K, T, r, option_type='call'):\n",
    "    def price_diff(sigma):\n",
    "        return black_scholes_price(S, K, T, r, sigma, option_type) - market_price\n",
    "    iv = brentq(price_diff, 1e-6, 2)\n",
    "    return iv\n",
    "\n",
    "# Calculate implied volatility for each strike price\n",
    "options_df['ImpliedVolatility'] = options_df.apply(lambda row: implied_volatility(row['market_price'], spot_price, row['strike'], T, risk_free_rate, 'call'), axis=1)\n",
    "\n",
    "# Plot implied volatility\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(options_df['strike'], options_df['ImpliedVolatility'], label='Call Options')\n",
    "plt.xlabel('Strike Price')\n",
    "plt.ylabel('Implied Volatility')\n",
    "plt.title('Implied Volatility vs Strike Price for Synthetic Options')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f690a454-3f5b-4916-b2c2-78f18de7ffdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.optimize import brentq\n",
    "from scipy.stats import norm\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# Constants for Black-Scholes price calculation\n",
    "spot_price = 100  # current price of the underlying asset\n",
    "risk_free_rate = 0.01  # risk-free interest rate\n",
    "\n",
    "# Range of strike prices and maturities\n",
    "strike_prices = np.linspace(90, 110, 11)  # 11 points between 90 and 110\n",
    "maturities = np.array([1/12, 3/12, 6/12, 12/12, 24/12])  # in years\n",
    "\n",
    "# A skewed implied volatility function that is convex and asymmetric and increases with time\n",
    "def skewed_volatility(K, T):\n",
    "    base_vol = 0.2 + 0.1 * (T ** 0.5)\n",
    "    if K < spot_price:\n",
    "        return base_vol + ((spot_price - K) / 50) ** 2\n",
    "    else:\n",
    "        return base_vol + ((K - spot_price) / 100) ** 2\n",
    "\n",
    "# Synthetic market prices for different maturities\n",
    "options_df = pd.DataFrame([(K, T, black_scholes_price(spot_price, K, T, risk_free_rate, skewed_volatility(K, T), 'call')) \n",
    "                           for K in strike_prices for T in maturities], \n",
    "                          columns=['strike', 'maturity', 'market_price'])\n",
    "\n",
    "# Calculate implied volatility for each strike price and maturity\n",
    "options_df['ImpliedVolatility'] = options_df.apply(lambda row: implied_volatility(row['market_price'], spot_price, row['strike'], row['maturity'], risk_free_rate, 'call'), axis=1)\n",
    "\n",
    "# 3D Plot implied volatility\n",
    "fig = plt.figure(figsize=(10, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(options_df['strike'], options_df['maturity'], options_df['ImpliedVolatility'], c='b', marker='o')\n",
    "ax.set_xlabel('Strike Price')\n",
    "ax.set_ylabel('Maturity')\n",
    "ax.set_zlabel('Implied Volatility')\n",
    "plt.title('Implied Volatility Surface for Synthetic Options')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3bb28949-d4f0-40d6-b9ea-cb288df1b536",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.optimize import brentq\n",
    "from scipy.stats import norm\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy.interpolate import griddata\n",
    "\n",
    "# Constants for Black-Scholes price calculation\n",
    "spot_price = 100  # current price of the underlying asset\n",
    "risk_free_rate = 0.01  # risk-free interest rate\n",
    "\n",
    "# Range of strike prices and maturities\n",
    "strike_prices = np.linspace(90, 110, 11)  # 11 points between 90 and 110\n",
    "maturities = np.array([1/12, 3/12, 6/12, 12/12, 24/12])  # in years\n",
    "\n",
    "# A skewed implied volatility function that is convex and asymmetric and increases with time\n",
    "def skewed_volatility(K, T):\n",
    "    base_vol = 0.2 + 0.1 * (T ** 0.5)\n",
    "    if K < spot_price:\n",
    "        return base_vol + ((spot_price - K) / 50) ** 2\n",
    "    else:\n",
    "        return base_vol + ((K - spot_price) / 100) ** 2\n",
    "\n",
    "# Synthetic market prices for different maturities\n",
    "options_df = pd.DataFrame([(K, T, black_scholes_price(spot_price, K, T, risk_free_rate, skewed_volatility(K, T), 'call')) \n",
    "                           for K in strike_prices for T in maturities], \n",
    "                          columns=['strike', 'maturity', 'market_price'])\n",
    "\n",
    "# Calculate implied volatility for each strike price and maturity\n",
    "options_df['ImpliedVolatility'] = options_df.apply(lambda row: implied_volatility(row['market_price'], spot_price, row['strike'], row['maturity'], risk_free_rate, 'call'), axis=1)\n",
    "\n",
    "# Create a grid of strike prices and maturities\n",
    "K, T = np.meshgrid(strike_prices, maturities)\n",
    "\n",
    "# Interpolate implied volatility onto grid\n",
    "IV = griddata((options_df['strike'], options_df['maturity']), options_df['ImpliedVolatility'], (K, T), method='cubic')\n",
    "\n",
    "# 3D Plot implied volatility\n",
    "fig = plt.figure(figsize=(10, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "surf = ax.plot_surface(K, T, IV, cmap=plt.cm.coolwarm, linewidth=0, antialiased=False)\n",
    "ax.set_xlabel('Strike Price')\n",
    "ax.set_ylabel('Maturity')\n",
    "ax.set_zlabel('Implied Volatility')\n",
    "fig.colorbar(surf, shrink=0.5, aspect=5)\n",
    "plt.title('Implied Volatility Surface for Synthetic Options')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52784625-6184-42aa-b413-d5b4b7dcdd4a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
